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HSAN redefines VLN-CE by combining advanced semantic scene representation with optimal transport planning, achieving unprecedented navigation success in complex environments.
RDMF outperforms traditional multimodal fusion methods by leveraging reaction-diffusion processes to dynamically align video and text, revealing emergent patterns that enhance moment retrieval.
